This paper attempts to systematise ongoing data science activities related to COVID-19. The paper reviews the rapidly growing body research, surveys public datasets/repositories identifies common challenges and pitfalls observed across the surveyed works. We also created a live resource repository that we intend to keep updated with the latest resources including new papers and datasets.